Cristhian Kapelinski

Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs

Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models (research artifact)

Research artifact of the paper Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models, published at SBSeg 2026 Main Track (full paper). Artifact evaluation (CTA/SBSeg 2026): this artifact was awarded all four seals: Available Artifacts (SeloD), Functional Artif...

Fine-tuned and AWQ-quantized checkpoints for "Not All 4-bit Quantizers Are Equal"

Model checkpoints used by the artifact's second claim: the fine-tuned Qwen 0.5B checkpoint (wave 1, seed 42) and its AWQ 4-bit quantization. With these, a reviewer replays the claim instead of retraining. Data component of the research artifact of the paper Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation...

Fine-tuned and AWQ-quantized checkpoints for "Not All 4-bit Quantizers Are Equal"

Model checkpoints used by the artifact's second claim: the fine-tuned Qwen 0.5B checkpoint (wave 1, seed 42) and its AWQ 4-bit quantization. With these, a reviewer replays the claim instead of retraining. Data component of the research artifact of the paper Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation...

Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models (research artifact)

Research artifact of the paper Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models, published at SBSeg 2026 Main Track (full paper). Artifact evaluation (CTA/SBSeg 2026): this artifact was awarded all four seals: Available Artifacts (SeloD), Functional Artif...